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PENALIZED LOG-LIKELIHOOD ESTIMATION FOR PARTLY LINEAR TRANSFORMATION MODELS WITH CURRENT STATUS DATA1

ANNALS OF STATISTICS, no. 5 (2005): 2256-2290

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current status dataempirical processesnonparametric regressionsemiparametric efficiencysplinesMore(1+)

Abstract

We consider partly linear transformation models applied to current status data. The unknown quantities are the transformation function, a linear regression parameter and a nonparametric regression effect. It is shown that the penalized MLE for the regression parameter is asymptotically normal and efficient and converges at the parametric ...More

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Shuangge Ma

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Michael R. Kosorok

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